Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 1296675 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 178.1 MiB |
| Average record size in memory | 144.0 B |
Variable types
| Numeric | 21 |
|---|---|
| Categorical | 4 |
amt is highly overall correlated with amt_day_interaction and 2 other fields | High correlation |
amt_day_interaction is highly overall correlated with amt and 2 other fields | High correlation |
amt_merchant_interaction is highly overall correlated with amt and 2 other fields | High correlation |
amt_ratio is highly overall correlated with amt and 2 other fields | High correlation |
day is highly overall correlated with day_of_month | High correlation |
day_of_month is highly overall correlated with day | High correlation |
day_of_week is highly overall correlated with amt_day_interaction and 1 other fields | High correlation |
is_weekend is highly overall correlated with day_of_week | High correlation |
merchant_encoded is highly overall correlated with amt_merchant_interaction | High correlation |
is_fraud is highly imbalanced (94.9%) | Imbalance |
high_value is highly imbalanced (71.4%) | Imbalance |
amt is highly skewed (γ1 = 42.27787379) | Skewed |
amt_ratio is highly skewed (γ1 = 34.80955403) | Skewed |
amt_merchant_interaction is highly skewed (γ1 = 50.34670773) | Skewed |
amt_day_interaction is highly skewed (γ1 = 62.28714456) | Skewed |
day_of_week has 254282 (19.6%) zeros | Zeros |
amt_day_interaction has 254282 (19.6%) zeros | Zeros |
Reproduction
| Analysis started | 2024-09-15 09:50:41.454016 |
|---|---|
| Analysis finished | 2024-09-15 09:54:01.779859 |
| Duration | 3 minutes and 20.33 seconds |
| Software version | ydata-profiling vv4.10.0 |
| Download configuration | config.json |
amt
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 52928 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.351035 |
| Minimum | 1 |
|---|---|
| Maximum | 28948.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.9 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.44 |
| Q1 | 9.65 |
| median | 47.52 |
| Q3 | 83.14 |
| 95-th percentile | 196.31 |
| Maximum | 28948.9 |
| Range | 28947.9 |
| Interquartile range (IQR) | 73.49 |
Descriptive statistics
| Standard deviation | 160.31604 |
|---|---|
| Coefficient of variation (CV) | 2.2788014 |
| Kurtosis | 4545.645 |
| Mean | 70.351035 |
| Median Absolute Deviation (MAD) | 37.5 |
| Skewness | 42.277874 |
| Sum | 91222429 |
| Variance | 25701.232 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.14 | 542 | < 0.1% |
| 1.04 | 538 | < 0.1% |
| 1.25 | 535 | < 0.1% |
| 1.02 | 533 | < 0.1% |
| 1.01 | 523 | < 0.1% |
| 1.05 | 519 | < 0.1% |
| 1.2 | 516 | < 0.1% |
| 1.23 | 515 | < 0.1% |
| 1.08 | 512 | < 0.1% |
| 1.11 | 509 | < 0.1% |
| Other values (52918) | 1291433 |
| Value | Count | Frequency (%) |
| 1 | 222 | |
| 1.01 | 523 | |
| 1.02 | 533 | |
| 1.03 | 499 | |
| 1.04 | 538 | |
| 1.05 | 519 | |
| 1.06 | 471 | |
| 1.07 | 498 | |
| 1.08 | 512 | |
| 1.09 | 496 |
| Value | Count | Frequency (%) |
| 28948.9 | 1 | |
| 27390.12 | 1 | |
| 27119.77 | 1 | |
| 26544.12 | 1 | |
| 25086.94 | 1 | |
| 17897.24 | 1 | |
| 15305.95 | 1 | |
| 15047.03 | 1 | |
| 15034.18 | 1 | |
| 14849.74 | 1 |
first
Real number (ℝ)
| Distinct | 352 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180.26237 |
| Minimum | 0 |
|---|---|
| Maximum | 351 |
| Zeros | 4571 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 94 |
| median | 183 |
| Q3 | 257 |
| 95-th percentile | 329 |
| Maximum | 351 |
| Range | 351 |
| Interquartile range (IQR) | 163 |
Descriptive statistics
| Standard deviation | 97.533793 |
|---|---|
| Coefficient of variation (CV) | 0.54106574 |
| Kurtosis | -1.0294248 |
| Mean | 180.26237 |
| Median Absolute Deviation (MAD) | 80 |
| Skewness | -0.14559279 |
| Sum | 2.3374171 × 108 |
| Variance | 9512.8408 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 74 | 26669 | 2.1% |
| 281 | 21667 | 1.7% |
| 166 | 20581 | 1.6% |
| 152 | 20039 | 1.5% |
| 243 | 20009 | 1.5% |
| 93 | 19965 | 1.5% |
| 162 | 16940 | 1.3% |
| 348 | 16371 | 1.3% |
| 231 | 16346 | 1.3% |
| 174 | 16325 | 1.3% |
| Other values (342) | 1101763 |
| Value | Count | Frequency (%) |
| 0 | 4571 | |
| 1 | 9844 | |
| 2 | 1027 | 0.1% |
| 3 | 4582 | |
| 4 | 525 | < 0.1% |
| 5 | 1056 | 0.1% |
| 6 | 6123 | |
| 7 | 2049 | 0.2% |
| 8 | 5630 | |
| 9 | 1540 | 0.1% |
| Value | Count | Frequency (%) |
| 351 | 2018 | 0.2% |
| 350 | 1516 | 0.1% |
| 349 | 1038 | 0.1% |
| 348 | 16371 | |
| 347 | 1466 | 0.1% |
| 346 | 533 | < 0.1% |
| 345 | 3059 | 0.2% |
| 344 | 538 | < 0.1% |
| 343 | 529 | < 0.1% |
| 342 | 6695 |
last
Real number (ℝ)
| Distinct | 481 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 250.52092 |
| Minimum | 0 |
|---|---|
| Maximum | 480 |
| Zeros | 517 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 138 |
| median | 252 |
| Q3 | 370 |
| 95-th percentile | 463 |
| Maximum | 480 |
| Range | 480 |
| Interquartile range (IQR) | 232 |
Descriptive statistics
| Standard deviation | 136.67406 |
|---|---|
| Coefficient of variation (CV) | 0.54555946 |
| Kurtosis | -1.1380827 |
| Mean | 250.52092 |
| Median Absolute Deviation (MAD) | 116 |
| Skewness | -0.064789705 |
| Sum | 3.2484422 × 108 |
| Variance | 18679.798 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 404 | 28794 | 2.2% |
| 467 | 23605 | 1.8% |
| 99 | 21910 | 1.7% |
| 217 | 20034 | 1.5% |
| 370 | 17394 | 1.3% |
| 260 | 14805 | 1.1% |
| 219 | 13976 | 1.1% |
| 245 | 12753 | 1.0% |
| 161 | 11799 | 0.9% |
| 288 | 11698 | 0.9% |
| Other values (471) | 1119907 |
| Value | Count | Frequency (%) |
| 0 | 517 | < 0.1% |
| 1 | 1565 | 0.1% |
| 2 | 518 | < 0.1% |
| 3 | 1553 | 0.1% |
| 4 | 501 | < 0.1% |
| 5 | 8185 | |
| 6 | 485 | < 0.1% |
| 7 | 8210 | |
| 8 | 1548 | 0.1% |
| 9 | 504 | < 0.1% |
| Value | Count | Frequency (%) |
| 480 | 502 | < 0.1% |
| 479 | 3585 | |
| 478 | 3071 | |
| 477 | 3635 | |
| 476 | 2578 | |
| 475 | 4051 | |
| 474 | 1521 | 0.1% |
| 473 | 4656 | |
| 472 | 2049 | |
| 471 | 1029 | 0.1% |
gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1296675 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 709863 | |
| 1 | 586812 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 709863 | |
| 1 | 586812 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 709863 | |
| 1 | 586812 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1296675 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 709863 | |
| 1 | 586812 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1296675 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 709863 | |
| 1 | 586812 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1296675 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 709863 | |
| 1 | 586812 |
street
Real number (ℝ)
| Distinct | 983 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 488.03441 |
| Minimum | 0 |
|---|---|
| Maximum | 982 |
| Zeros | 2602 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 48 |
| Q1 | 252 |
| median | 485 |
| Q3 | 720 |
| 95-th percentile | 929 |
| Maximum | 982 |
| Range | 982 |
| Interquartile range (IQR) | 468 |
Descriptive statistics
| Standard deviation | 280.06084 |
|---|---|
| Coefficient of variation (CV) | 0.57385469 |
| Kurtosis | -1.1723021 |
| Mean | 488.03441 |
| Median Absolute Deviation (MAD) | 235 |
| Skewness | 0.0082662276 |
| Sum | 6.3282202 × 108 |
| Variance | 78434.073 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 3123 | 0.2% |
| 859 | 3123 | 0.2% |
| 814 | 3119 | 0.2% |
| 472 | 3117 | 0.2% |
| 805 | 3113 | 0.2% |
| 303 | 3112 | 0.2% |
| 160 | 3110 | 0.2% |
| 848 | 3107 | 0.2% |
| 417 | 3106 | 0.2% |
| 601 | 3101 | 0.2% |
| Other values (973) | 1265544 |
| Value | Count | Frequency (%) |
| 0 | 2602 | |
| 1 | 1523 | |
| 2 | 972 | 0.1% |
| 3 | 11 | < 0.1% |
| 4 | 1019 | 0.1% |
| 5 | 1542 | |
| 6 | 3123 | |
| 7 | 524 | < 0.1% |
| 8 | 2032 | |
| 9 | 2036 |
| Value | Count | Frequency (%) |
| 982 | 1035 | |
| 981 | 1022 | |
| 980 | 521 | < 0.1% |
| 979 | 504 | < 0.1% |
| 978 | 8 | < 0.1% |
| 977 | 2553 | |
| 976 | 1518 | |
| 975 | 2021 | |
| 974 | 998 | 0.1% |
| 973 | 523 | < 0.1% |
city
Real number (ℝ)
| Distinct | 894 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 445.26328 |
| Minimum | 0 |
|---|---|
| Maximum | 893 |
| Zeros | 532 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 46 |
| Q1 | 224 |
| median | 439 |
| Q3 | 677 |
| 95-th percentile | 843 |
| Maximum | 893 |
| Range | 893 |
| Interquartile range (IQR) | 453 |
Descriptive statistics
| Standard deviation | 258.60012 |
|---|---|
| Coefficient of variation (CV) | 0.58078024 |
| Kurtosis | -1.2142164 |
| Mean | 445.26328 |
| Median Absolute Deviation (MAD) | 225 |
| Skewness | 0.0094241413 |
| Sum | 5.7736177 × 108 |
| Variance | 66874.021 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 74 | 5617 | 0.4% |
| 725 | 5130 | 0.4% |
| 821 | 5105 | 0.4% |
| 644 | 5075 | 0.4% |
| 501 | 5060 | 0.4% |
| 796 | 4634 | 0.4% |
| 171 | 4613 | 0.4% |
| 154 | 4604 | 0.4% |
| 837 | 4599 | 0.4% |
| 359 | 4168 | 0.3% |
| Other values (884) | 1248070 |
| Value | Count | Frequency (%) |
| 0 | 532 | < 0.1% |
| 1 | 2097 | |
| 2 | 516 | < 0.1% |
| 3 | 2035 | |
| 4 | 511 | < 0.1% |
| 5 | 1056 | |
| 6 | 1025 | |
| 7 | 1019 | |
| 8 | 1034 | |
| 9 | 1049 |
| Value | Count | Frequency (%) |
| 893 | 1537 | |
| 892 | 1557 | |
| 891 | 525 | < 0.1% |
| 890 | 2109 | |
| 889 | 514 | < 0.1% |
| 888 | 511 | < 0.1% |
| 887 | 537 | < 0.1% |
| 886 | 1055 | |
| 885 | 1040 | |
| 884 | 11 | < 0.1% |
state
Real number (ℝ)
| Distinct | 51 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.677282 |
| Minimum | 0 |
|---|---|
| Maximum | 50 |
| Zeros | 2120 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 15 |
| median | 28 |
| Q3 | 38 |
| 95-th percentile | 48 |
| Maximum | 50 |
| Range | 50 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 14.330978 |
|---|---|
| Coefficient of variation (CV) | 0.53719783 |
| Kurtosis | -1.123464 |
| Mean | 26.677282 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.21677598 |
| Sum | 34591765 |
| Variance | 205.37694 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 43 | 94876 | 7.3% |
| 34 | 83501 | 6.4% |
| 38 | 79847 | 6.2% |
| 4 | 56360 | 4.3% |
| 35 | 46480 | 3.6% |
| 22 | 46154 | 3.6% |
| 14 | 43252 | 3.3% |
| 9 | 42671 | 3.3% |
| 1 | 40989 | 3.2% |
| 24 | 38403 | 3.0% |
| Other values (41) | 724142 |
| Value | Count | Frequency (%) |
| 0 | 2120 | 0.2% |
| 1 | 40989 | |
| 2 | 31127 | |
| 3 | 10770 | 0.8% |
| 4 | 56360 | |
| 5 | 13880 | 1.1% |
| 6 | 7702 | 0.6% |
| 7 | 3613 | 0.3% |
| 8 | 9 | < 0.1% |
| 9 | 42671 |
| Value | Count | Frequency (%) |
| 50 | 19322 | 1.5% |
| 49 | 25691 | 2.0% |
| 48 | 29368 | 2.3% |
| 47 | 18924 | 1.5% |
| 46 | 11768 | 0.9% |
| 45 | 29250 | 2.3% |
| 44 | 10699 | 0.8% |
| 43 | 94876 | |
| 42 | 17554 | 1.4% |
| 41 | 12324 | 1.0% |
job
Real number (ℝ)
| Distinct | 494 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 251.17343 |
| Minimum | 0 |
|---|---|
| Maximum | 493 |
| Zeros | 1041 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 131 |
| median | 251 |
| Q3 | 374 |
| 95-th percentile | 469 |
| Maximum | 493 |
| Range | 493 |
| Interquartile range (IQR) | 243 |
Descriptive statistics
| Standard deviation | 140.10937 |
|---|---|
| Coefficient of variation (CV) | 0.55781922 |
| Kurtosis | -1.1957791 |
| Mean | 251.17343 |
| Median Absolute Deviation (MAD) | 122 |
| Skewness | -0.014278309 |
| Sum | 3.2569031 × 108 |
| Variance | 19630.635 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 193 | 9779 | 0.8% |
| 187 | 9199 | 0.7% |
| 308 | 8684 | 0.7% |
| 439 | 8680 | 0.7% |
| 286 | 8270 | 0.6% |
| 121 | 8225 | 0.6% |
| 444 | 7700 | 0.6% |
| 239 | 7679 | 0.6% |
| 194 | 7659 | 0.6% |
| 178 | 7547 | 0.6% |
| Other values (484) | 1213253 |
| Value | Count | Frequency (%) |
| 0 | 1041 | 0.1% |
| 1 | 11 | < 0.1% |
| 2 | 534 | < 0.1% |
| 3 | 2580 | |
| 4 | 4673 | |
| 5 | 1577 | 0.1% |
| 6 | 3604 | |
| 7 | 535 | < 0.1% |
| 8 | 2524 | |
| 9 | 2571 |
| Value | Count | Frequency (%) |
| 493 | 504 | < 0.1% |
| 492 | 2601 | |
| 491 | 2556 | |
| 490 | 510 | < 0.1% |
| 489 | 6164 | |
| 488 | 2538 | |
| 487 | 7 | < 0.1% |
| 486 | 3049 | |
| 485 | 2024 | 0.2% |
| 484 | 998 | 0.1% |
unix_time
Real number (ℝ)
| Distinct | 1274823 |
|---|---|
| Distinct (%) | 98.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3492436 × 109 |
| Minimum | 1.325376 × 109 |
|---|---|
| Maximum | 1.3718168 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.9 MiB |
Quantile statistics
| Minimum | 1.325376 × 109 |
|---|---|
| 5-th percentile | 1.328672 × 109 |
| Q1 | 1.3387507 × 109 |
| median | 1.3492497 × 109 |
| Q3 | 1.3593854 × 109 |
| 95-th percentile | 1.3698306 × 109 |
| Maximum | 1.3718168 × 109 |
| Range | 46440799 |
| Interquartile range (IQR) | 20634633 |
Descriptive statistics
| Standard deviation | 12841278 |
|---|---|
| Coefficient of variation (CV) | 0.0095173904 |
| Kurtosis | -1.0875405 |
| Mean | 1.3492436 × 109 |
| Median Absolute Deviation (MAD) | 10358807 |
| Skewness | 0.0033779498 |
| Sum | 1.7495305 × 1015 |
| Variance | 1.6489843 × 1014 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 1370177227 | 4 | < 0.1% |
| 1335110521 | 4 | < 0.1% |
| 1370050667 | 4 | < 0.1% |
| 1367602155 | 3 | < 0.1% |
| 1364686521 | 3 | < 0.1% |
| 1369587838 | 3 | < 0.1% |
| 1337306743 | 3 | < 0.1% |
| 1343668520 | 3 | < 0.1% |
| 1341944714 | 3 | < 0.1% |
| 1340650327 | 3 | < 0.1% |
| Other values (1274813) | 1296642 |
| Value | Count | Frequency (%) |
| 1325376018 | 1 | |
| 1325376044 | 1 | |
| 1325376051 | 1 | |
| 1325376076 | 1 | |
| 1325376186 | 1 | |
| 1325376248 | 1 | |
| 1325376282 | 1 | |
| 1325376308 | 1 | |
| 1325376318 | 1 | |
| 1325376361 | 1 |
| Value | Count | Frequency (%) |
| 1371816817 | 1 | |
| 1371816816 | 1 | |
| 1371816752 | 1 | |
| 1371816739 | 1 | |
| 1371816728 | 1 | |
| 1371816696 | 1 | |
| 1371816683 | 1 | |
| 1371816656 | 1 | |
| 1371816562 | 1 | |
| 1371816522 | 1 |
merch_lat
Real number (ℝ)
| Distinct | 1247805 |
|---|---|
| Distinct (%) | 96.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.537338 |
| Minimum | 19.027785 |
|---|---|
| Maximum | 67.510267 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.9 MiB |
Quantile statistics
| Minimum | 19.027785 |
|---|---|
| 5-th percentile | 29.751653 |
| Q1 | 34.733572 |
| median | 39.36568 |
| Q3 | 41.957164 |
| 95-th percentile | 46.00353 |
| Maximum | 67.510267 |
| Range | 48.482482 |
| Interquartile range (IQR) | 7.223592 |
Descriptive statistics
| Standard deviation | 5.1097884 |
|---|---|
| Coefficient of variation (CV) | 0.13259318 |
| Kurtosis | 0.79599391 |
| Mean | 38.537338 |
| Median Absolute Deviation (MAD) | 3.397536 |
| Skewness | -0.18191543 |
| Sum | 49970403 |
| Variance | 26.109937 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 41.305966 | 4 | < 0.1% |
| 41.937796 | 4 | < 0.1% |
| 42.265012 | 4 | < 0.1% |
| 41.301611 | 4 | < 0.1% |
| 34.134994 | 4 | < 0.1% |
| 37.669788 | 4 | < 0.1% |
| 39.348185 | 4 | < 0.1% |
| 32.64469 | 4 | < 0.1% |
| 42.749184 | 4 | < 0.1% |
| 38.050673 | 4 | < 0.1% |
| Other values (1247795) | 1296635 |
| Value | Count | Frequency (%) |
| 19.027785 | 1 | |
| 19.027804 | 1 | |
| 19.029798 | 1 | |
| 19.031242 | 1 | |
| 19.032277 | 1 | |
| 19.033288 | 1 | |
| 19.034282 | 1 | |
| 19.034687 | 1 | |
| 19.035472 | 1 | |
| 19.036312 | 1 |
| Value | Count | Frequency (%) |
| 67.510267 | 1 | |
| 67.441518 | 1 | |
| 67.397018 | 1 | |
| 67.188111 | 1 | |
| 67.064277 | 1 | |
| 66.835174 | 1 | |
| 66.682905 | 1 | |
| 66.67355 | 1 | |
| 66.664673 | 1 | |
| 66.659242 | 1 |
merch_long
Real number (ℝ)
| Distinct | 1275745 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -90.226465 |
| Minimum | -166.67124 |
|---|---|
| Maximum | -66.950902 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1296675 |
| Negative (%) | 100.0% |
| Memory size | 9.9 MiB |
Quantile statistics
| Minimum | -166.67124 |
|---|---|
| 5-th percentile | -119.33009 |
| Q1 | -96.897276 |
| median | -87.438392 |
| Q3 | -80.236796 |
| 95-th percentile | -73.354218 |
| Maximum | -66.950902 |
| Range | 99.72034 |
| Interquartile range (IQR) | 16.660479 |
Descriptive statistics
| Standard deviation | 13.771091 |
|---|---|
| Coefficient of variation (CV) | -0.15262806 |
| Kurtosis | 1.8484792 |
| Mean | -90.226465 |
| Median Absolute Deviation (MAD) | 8.227889 |
| Skewness | -1.1469599 |
| Sum | -1.169944 × 108 |
| Variance | 189.64294 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -87.116414 | 4 | < 0.1% |
| -81.219189 | 4 | < 0.1% |
| -74.618269 | 4 | < 0.1% |
| -85.326323 | 3 | < 0.1% |
| -84.890305 | 3 | < 0.1% |
| -88.49309 | 3 | < 0.1% |
| -84.100102 | 3 | < 0.1% |
| -97.527227 | 3 | < 0.1% |
| -85.3444 | 3 | < 0.1% |
| -86.037494 | 3 | < 0.1% |
| Other values (1275735) | 1296642 |
| Value | Count | Frequency (%) |
| -166.671242 | 1 | |
| -166.670132 | 1 | |
| -166.669638 | 1 | |
| -166.666179 | 1 | |
| -166.664828 | 1 | |
| -166.662888 | 1 | |
| -166.661968 | 1 | |
| -166.659277 | 1 | |
| -166.657834 | 1 | |
| -166.657174 | 1 |
| Value | Count | Frequency (%) |
| -66.950902 | 1 | |
| -66.955996 | 1 | |
| -66.95654 | 1 | |
| -66.958659 | 1 | |
| -66.958751 | 1 | |
| -66.959178 | 1 | |
| -66.961923 | 1 | |
| -66.962913 | 1 | |
| -66.963918 | 1 | |
| -66.963975 | 1 |
is_fraud
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 MiB |
| 0 | |
|---|---|
| 1 | 7506 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1296675 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1289169 | |
| 1 | 7506 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1289169 | |
| 1 | 7506 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1289169 | |
| 1 | 7506 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1296675 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1289169 | |
| 1 | 7506 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1296675 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1289169 | |
| 1 | 7506 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1296675 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1289169 | |
| 1 | 7506 | 0.6% |
day
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.587978 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 15 |
| Q3 | 23 |
| 95-th percentile | 30 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.8291214 |
|---|---|
| Coefficient of variation (CV) | 0.5664058 |
| Kurtosis | -1.1871417 |
| Mean | 15.587978 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.030847364 |
| Sum | 20212542 |
| Variance | 77.953384 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 47089 | 3.6% |
| 15 | 46213 | 3.6% |
| 8 | 46201 | 3.6% |
| 16 | 44894 | 3.5% |
| 2 | 44748 | 3.5% |
| 9 | 44685 | 3.4% |
| 7 | 44239 | 3.4% |
| 14 | 44015 | 3.4% |
| 28 | 43470 | 3.4% |
| 17 | 42272 | 3.3% |
| Other values (21) | 848849 |
| Value | Count | Frequency (%) |
| 1 | 47089 | |
| 2 | 44748 | |
| 3 | 41842 | |
| 4 | 41479 | |
| 5 | 41886 | |
| 6 | 41420 | |
| 7 | 44239 | |
| 8 | 46201 | |
| 9 | 44685 | |
| 10 | 41934 |
| Value | Count | Frequency (%) |
| 31 | 24701 | |
| 30 | 41019 | |
| 29 | 39617 | |
| 28 | 43470 | |
| 27 | 39684 | |
| 26 | 40692 | |
| 25 | 40374 | |
| 24 | 41360 | |
| 23 | 40815 | |
| 22 | 42061 |
day_of_week
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0706037 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 254282 |
| Zeros (%) | 19.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.1981526 |
|---|---|
| Coefficient of variation (CV) | 0.71586984 |
| Kurtosis | -1.445049 |
| Mean | 3.0706037 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.078453041 |
| Sum | 3981575 |
| Variance | 4.8318747 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 254282 | |
| 6 | 250579 | |
| 5 | 200957 | |
| 1 | 160227 | |
| 4 | 152272 | |
| 3 | 147285 | |
| 2 | 131073 |
| Value | Count | Frequency (%) |
| 0 | 254282 | |
| 1 | 160227 | |
| 2 | 131073 | |
| 3 | 147285 | |
| 4 | 152272 | |
| 5 | 200957 | |
| 6 | 250579 |
| Value | Count | Frequency (%) |
| 6 | 250579 | |
| 5 | 200957 | |
| 4 | 152272 | |
| 3 | 147285 | |
| 2 | 131073 | |
| 1 | 160227 | |
| 0 | 254282 |
age
Real number (ℝ)
| Distinct | 81 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.742545 |
| Minimum | 15 |
|---|---|
| Maximum | 96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 33 |
| median | 45 |
| Q3 | 58 |
| 95-th percentile | 81 |
| Maximum | 96 |
| Range | 81 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 17.378485 |
|---|---|
| Coefficient of variation (CV) | 0.37179158 |
| Kurtosis | -0.1763463 |
| Mean | 46.742545 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.61235845 |
| Sum | 60609890 |
| Variance | 302.01173 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 48 | 45483 | 3.5% |
| 36 | 40038 | 3.1% |
| 33 | 37481 | 2.9% |
| 35 | 37313 | 2.9% |
| 46 | 34299 | 2.6% |
| 44 | 32706 | 2.5% |
| 34 | 31851 | 2.5% |
| 30 | 31386 | 2.4% |
| 47 | 31271 | 2.4% |
| 32 | 30718 | 2.4% |
| Other values (71) | 944129 |
| Value | Count | Frequency (%) |
| 15 | 1959 | 0.2% |
| 16 | 7496 | 0.6% |
| 17 | 3975 | 0.3% |
| 19 | 5603 | 0.4% |
| 20 | 9530 | 0.7% |
| 21 | 18827 | |
| 22 | 13241 | |
| 23 | 29689 | |
| 24 | 6008 | 0.5% |
| 25 | 20573 |
| Value | Count | Frequency (%) |
| 96 | 536 | < 0.1% |
| 95 | 11 | < 0.1% |
| 94 | 6063 | |
| 93 | 4645 | |
| 92 | 4131 | |
| 91 | 6224 | |
| 90 | 3605 | |
| 89 | 4610 | |
| 88 | 2096 | 0.2% |
| 87 | 3041 |
merchant_encoded
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 693 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 342.85849 |
| Minimum | 0 |
|---|---|
| Maximum | 692 |
| Zeros | 1844 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 165 |
| median | 346 |
| Q3 | 514 |
| 95-th percentile | 659 |
| Maximum | 692 |
| Range | 692 |
| Interquartile range (IQR) | 349 |
Descriptive statistics
| Standard deviation | 200.9519 |
|---|---|
| Coefficient of variation (CV) | 0.58610739 |
| Kurtosis | -1.215053 |
| Mean | 342.85849 |
| Median Absolute Deviation (MAD) | 175 |
| Skewness | 0.0086598641 |
| Sum | 4.4457604 × 108 |
| Variance | 40381.666 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 316 | 4403 | 0.3% |
| 105 | 3649 | 0.3% |
| 571 | 3634 | 0.3% |
| 349 | 3510 | 0.3% |
| 70 | 3493 | 0.3% |
| 136 | 3434 | 0.3% |
| 117 | 2736 | 0.2% |
| 358 | 2734 | 0.2% |
| 463 | 2723 | 0.2% |
| 607 | 2721 | 0.2% |
| Other values (683) | 1263638 |
| Value | Count | Frequency (%) |
| 0 | 1844 | |
| 1 | 1763 | |
| 2 | 1751 | |
| 3 | 1895 | |
| 4 | 940 | 0.1% |
| 5 | 1746 | |
| 6 | 1904 | |
| 7 | 2503 | |
| 8 | 1923 | |
| 9 | 821 | 0.1% |
| Value | Count | Frequency (%) |
| 692 | 1783 | |
| 691 | 2560 | |
| 690 | 1695 | |
| 689 | 1804 | |
| 688 | 1297 | |
| 687 | 2017 | |
| 686 | 1870 | |
| 685 | 1766 | |
| 684 | 1872 | |
| 683 | 2358 |
time_diff
Real number (ℝ)
| Distinct | 158975 |
|---|---|
| Distinct (%) | 12.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32460.389 |
| Minimum | 0 |
|---|---|
| Maximum | 1341471 |
| Zeros | 1003 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 969 |
| Q1 | 6004 |
| median | 16563 |
| Q3 | 40239 |
| 95-th percentile | 113905 |
| Maximum | 1341471 |
| Range | 1341471 |
| Interquartile range (IQR) | 34235 |
Descriptive statistics
| Standard deviation | 47331.145 |
|---|---|
| Coefficient of variation (CV) | 1.4581201 |
| Kurtosis | 31.873749 |
| Mean | 32460.389 |
| Median Absolute Deviation (MAD) | 12924 |
| Skewness | 4.2732438 |
| Sum | 4.2090574 × 1010 |
| Variance | 2.2402373 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1003 | 0.1% |
| 221 | 91 | < 0.1% |
| 290 | 90 | < 0.1% |
| 118 | 90 | < 0.1% |
| 445 | 89 | < 0.1% |
| 572 | 88 | < 0.1% |
| 821 | 87 | < 0.1% |
| 11 | 87 | < 0.1% |
| 136 | 86 | < 0.1% |
| 379 | 86 | < 0.1% |
| Other values (158965) | 1294878 |
| Value | Count | Frequency (%) |
| 0 | 1003 | |
| 1 | 62 | < 0.1% |
| 2 | 81 | < 0.1% |
| 3 | 76 | < 0.1% |
| 4 | 57 | < 0.1% |
| 5 | 67 | < 0.1% |
| 6 | 67 | < 0.1% |
| 7 | 64 | < 0.1% |
| 8 | 72 | < 0.1% |
| 9 | 72 | < 0.1% |
| Value | Count | Frequency (%) |
| 1341471 | 1 | |
| 1205687 | 1 | |
| 1107569 | 1 | |
| 1096094 | 1 | |
| 1060731 | 1 | |
| 1053269 | 1 | |
| 1045690 | 1 | |
| 1039152 | 1 | |
| 1032247 | 1 | |
| 1016241 | 1 |
day_of_month
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.589412 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 15 |
| Q3 | 23 |
| 95-th percentile | 30 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.8312176 |
|---|---|
| Coefficient of variation (CV) | 0.56648818 |
| Kurtosis | -1.1868502 |
| Mean | 15.589412 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.031380011 |
| Sum | 20214401 |
| Variance | 77.990405 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 47089 | 3.6% |
| 15 | 46213 | 3.6% |
| 8 | 46201 | 3.6% |
| 16 | 44894 | 3.5% |
| 2 | 44748 | 3.5% |
| 9 | 44685 | 3.4% |
| 7 | 44239 | 3.4% |
| 14 | 44015 | 3.4% |
| 17 | 42272 | 3.3% |
| 22 | 42061 | 3.2% |
| Other values (21) | 850258 |
| Value | Count | Frequency (%) |
| 1 | 47089 | |
| 2 | 44748 | |
| 3 | 41842 | |
| 4 | 41479 | |
| 5 | 41886 | |
| 6 | 41420 | |
| 7 | 44239 | |
| 8 | 46201 | |
| 9 | 44685 | |
| 10 | 41934 |
| Value | Count | Frequency (%) |
| 31 | 24701 | |
| 30 | 41019 | |
| 29 | 41476 | |
| 28 | 41611 | |
| 27 | 39684 | |
| 26 | 40692 | |
| 25 | 40374 | |
| 24 | 41360 | |
| 23 | 40815 | |
| 22 | 42061 |
is_weekend
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1296675 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 845139 | |
| 1 | 451536 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 845139 | |
| 1 | 451536 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 845139 | |
| 1 | 451536 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1296675 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 845139 | |
| 1 | 451536 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1296675 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 845139 | |
| 1 | 451536 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1296675 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 845139 | |
| 1 | 451536 |
amt_ratio
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 1166530 |
|---|---|
| Distinct (%) | 90.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1 |
| Minimum | 0.0086933687 |
|---|---|
| Maximum | 386.48159 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.9 MiB |
Quantile statistics
| Minimum | 0.0086933687 |
|---|---|
| 5-th percentile | 0.037613054 |
| Q1 | 0.15441537 |
| median | 0.66941509 |
| Q3 | 1.187412 |
| 95-th percentile | 2.620873 |
| Maximum | 386.48159 |
| Range | 386.47289 |
| Interquartile range (IQR) | 1.0329966 |
Descriptive statistics
| Standard deviation | 2.2999175 |
|---|---|
| Coefficient of variation (CV) | 2.2999175 |
| Kurtosis | 2845.425 |
| Mean | 1 |
| Median Absolute Deviation (MAD) | 0.51563683 |
| Skewness | 34.809554 |
| Sum | 1296675 |
| Variance | 5.2896205 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1697644044 | 9 | < 0.1% |
| 0.1066987452 | 9 | < 0.1% |
| 0.08787319111 | 8 | < 0.1% |
| 0.0790465957 | 8 | < 0.1% |
| 0.1549432174 | 8 | < 0.1% |
| 0.04983253947 | 7 | < 0.1% |
| 0.08567179375 | 7 | < 0.1% |
| 0.05196871342 | 7 | < 0.1% |
| 0.07718171096 | 7 | < 0.1% |
| 0.02356862305 | 7 | < 0.1% |
| Other values (1166520) | 1296598 |
| Value | Count | Frequency (%) |
| 0.008693368698 | 1 | |
| 0.00877907162 | 1 | |
| 0.00929940348 | 1 | |
| 0.009387522129 | 1 | |
| 0.009534706331 | 1 | |
| 0.009548024185 | 2 | |
| 0.009568974574 | 1 | |
| 0.009641632266 | 1 | |
| 0.009828848426 | 1 | |
| 0.009856043811 | 1 |
| Value | Count | Frequency (%) |
| 386.4815883 | 1 | |
| 358.5962394 | 1 | |
| 283.0207865 | 1 | |
| 248.4744115 | 1 | |
| 236.1516822 | 1 | |
| 235.729112 | 1 | |
| 235.4992914 | 1 | |
| 233.4279738 | 1 | |
| 219.4420112 | 1 | |
| 217.5342348 | 1 |
high_value
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 MiB |
| 0 | |
|---|---|
| 1 | 64822 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1296675 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1231853 | |
| 1 | 64822 | 5.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1231853 | |
| 1 | 64822 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1231853 | |
| 1 | 64822 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1296675 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1231853 | |
| 1 | 64822 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1296675 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1231853 | |
| 1 | 64822 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1296675 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1231853 | |
| 1 | 64822 | 5.0% |
amt_merchant_interaction
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 850172 |
|---|---|
| Distinct (%) | 65.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24035.621 |
| Minimum | 0 |
|---|---|
| Maximum | 15748202 |
| Zeros | 1844 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 382.3 |
| Q1 | 2552.1 |
| median | 10352.25 |
| Q3 | 29331.085 |
| 95-th percentile | 77275.25 |
| Maximum | 15748202 |
| Range | 15748202 |
| Interquartile range (IQR) | 26778.985 |
Descriptive statistics
| Standard deviation | 64788.516 |
|---|---|
| Coefficient of variation (CV) | 2.6955208 |
| Kurtosis | 6863.1684 |
| Mean | 24035.621 |
| Median Absolute Deviation (MAD) | 9173.73 |
| Skewness | 50.346708 |
| Sum | 3.1166389 × 1010 |
| Variance | 4.1975518 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1844 | 0.1% |
| 672 | 36 | < 0.1% |
| 1224 | 36 | < 0.1% |
| 756 | 35 | < 0.1% |
| 693 | 32 | < 0.1% |
| 1344 | 31 | < 0.1% |
| 1056 | 31 | < 0.1% |
| 1512 | 31 | < 0.1% |
| 1008 | 30 | < 0.1% |
| 315 | 30 | < 0.1% |
| Other values (850162) | 1294539 |
| Value | Count | Frequency (%) |
| 0 | 1844 | |
| 1 | 1 | < 0.1% |
| 1.01 | 1 | < 0.1% |
| 1.03 | 1 | < 0.1% |
| 1.04 | 1 | < 0.1% |
| 1.05 | 2 | < 0.1% |
| 1.06 | 2 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| 1.11 | 3 | < 0.1% |
| 1.13 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 15748201.6 | 1 | |
| 11832531.84 | 1 | |
| 11715740.64 | 1 | |
| 11114186.04 | 1 | |
| 7866051.3 | 1 | |
| 7668280.95 | 1 | |
| 7448548.25 | 1 | |
| 7414617.32 | 1 | |
| 7126857.95 | 1 | |
| 6743415.28 | 1 |
amt_day_interaction
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 99344 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 215.66738 |
| Minimum | 0 |
|---|---|
| Maximum | 173693.4 |
| Zeros | 254282 |
| Zeros (%) | 19.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8.25 |
| median | 73.29 |
| Q3 | 269.75 |
| 95-th percentile | 741.42 |
| Maximum | 173693.4 |
| Range | 173693.4 |
| Interquartile range (IQR) | 261.5 |
Descriptive statistics
| Standard deviation | 631.42542 |
|---|---|
| Coefficient of variation (CV) | 2.9277743 |
| Kurtosis | 10492.695 |
| Mean | 215.66738 |
| Median Absolute Deviation (MAD) | 73.29 |
| Skewness | 62.287145 |
| Sum | 2.796505 × 108 |
| Variance | 398698.06 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 254282 | 19.6% |
| 9 | 355 | < 0.1% |
| 7.5 | 334 | < 0.1% |
| 10.2 | 314 | < 0.1% |
| 12 | 313 | < 0.1% |
| 10.8 | 311 | < 0.1% |
| 6.24 | 301 | < 0.1% |
| 6 | 296 | < 0.1% |
| 9.48 | 291 | < 0.1% |
| 15 | 288 | < 0.1% |
| Other values (99334) | 1039590 |
| Value | Count | Frequency (%) |
| 0 | 254282 | |
| 1 | 36 | < 0.1% |
| 1.01 | 67 | < 0.1% |
| 1.02 | 62 | < 0.1% |
| 1.03 | 70 | < 0.1% |
| 1.04 | 53 | < 0.1% |
| 1.05 | 59 | < 0.1% |
| 1.06 | 60 | < 0.1% |
| 1.07 | 55 | < 0.1% |
| 1.08 | 65 | < 0.1% |
| Value | Count | Frequency (%) |
| 173693.4 | 1 | |
| 135598.85 | 1 | |
| 132720.6 | 1 | |
| 107383.44 | 1 | |
| 100347.76 | 1 | |
| 90282.18 | 1 | |
| 76725.06 | 1 | |
| 72338.2 | 1 | |
| 72036.25 | 1 | |
| 67684.2 | 1 |
amt_mean
Real number (ℝ)
| Distinct | 983 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.351035 |
| Minimum | 42.951671 |
|---|---|
| Maximum | 948.81818 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.9 MiB |
Quantile statistics
| Minimum | 42.951671 |
|---|---|
| 5-th percentile | 52.795807 |
| Q1 | 59.813649 |
| median | 65.09374 |
| Q3 | 83.277582 |
| 95-th percentile | 96.281225 |
| Maximum | 948.81818 |
| Range | 905.86651 |
| Interquartile range (IQR) | 23.463933 |
Descriptive statistics
| Standard deviation | 19.410291 |
|---|---|
| Coefficient of variation (CV) | 0.27590625 |
| Kurtosis | 459.14005 |
| Mean | 70.351035 |
| Median Absolute Deviation (MAD) | 7.1445792 |
| Skewness | 14.40415 |
| Sum | 91222429 |
| Variance | 376.75938 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 61.45309958 | 3123 | 0.2% |
| 55.35335575 | 3123 | 0.2% |
| 89.77494389 | 3119 | 0.2% |
| 57.5451941 | 3117 | 0.2% |
| 48.47894957 | 3113 | 0.2% |
| 52.44669344 | 3112 | 0.2% |
| 95.31727653 | 3110 | 0.2% |
| 52.78476344 | 3107 | 0.2% |
| 91.44027688 | 3106 | 0.2% |
| 89.6934118 | 3101 | 0.2% |
| Other values (973) | 1265544 |
| Value | Count | Frequency (%) |
| 42.951671 | 1538 | |
| 44.71734531 | 501 | < 0.1% |
| 46.88654145 | 1544 | |
| 46.93667091 | 1571 | |
| 46.98265945 | 2587 | |
| 47.17054602 | 2564 | |
| 47.18054799 | 3011 | |
| 47.94510046 | 2588 | |
| 48.47894957 | 3113 | |
| 48.48821547 | 2107 |
| Value | Count | Frequency (%) |
| 948.8181818 | 11 | |
| 918.4255556 | 9 | |
| 874.5057143 | 7 | |
| 858.48 | 8 | |
| 842.23125 | 8 | |
| 833.969 | 10 | |
| 810.2785714 | 7 | |
| 799.2133333 | 9 | |
| 778.5718182 | 11 | |
| 774.74375 | 8 |
amt_std
Real number (ℝ)
| Distinct | 983 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 141.34551 |
| Minimum | 60.247108 |
|---|---|
| Maximum | 1202.988 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.9 MiB |
Quantile statistics
| Minimum | 60.247108 |
|---|---|
| 5-th percentile | 83.708636 |
| Q1 | 103.59066 |
| median | 122.37808 |
| Q3 | 149.71688 |
| 95-th percentile | 266.56177 |
| Maximum | 1202.988 |
| Range | 1142.7409 |
| Interquartile range (IQR) | 46.126219 |
Descriptive statistics
| Standard deviation | 73.303097 |
|---|---|
| Coefficient of variation (CV) | 0.51860931 |
| Kurtosis | 46.700004 |
| Mean | 141.34551 |
| Median Absolute Deviation (MAD) | 21.853523 |
| Skewness | 5.0391525 |
| Sum | 1.8327919 × 108 |
| Variance | 5373.344 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 143.1626102 | 3123 | 0.2% |
| 121.6611149 | 3123 | 0.2% |
| 118.4502102 | 3119 | 0.2% |
| 211.4021978 | 3117 | 0.2% |
| 131.566918 | 3113 | 0.2% |
| 155.4128126 | 3112 | 0.2% |
| 216.5906992 | 3110 | 0.2% |
| 140.3830389 | 3107 | 0.2% |
| 132.7622028 | 3106 | 0.2% |
| 137.017678 | 3101 | 0.2% |
| Other values (973) | 1265544 |
| Value | Count | Frequency (%) |
| 60.24710813 | 504 | < 0.1% |
| 64.15872518 | 471 | < 0.1% |
| 65.34697836 | 518 | < 0.1% |
| 65.53295778 | 972 | |
| 65.84396856 | 496 | < 0.1% |
| 66.98899721 | 525 | < 0.1% |
| 67.49926144 | 1494 | |
| 70.82320784 | 1005 | |
| 71.420119 | 485 | < 0.1% |
| 72.37512206 | 509 | < 0.1% |
| Value | Count | Frequency (%) |
| 1202.988005 | 510 | < 0.1% |
| 1165.824421 | 520 | < 0.1% |
| 867.2878545 | 1017 | 0.1% |
| 644.2690528 | 2050 | |
| 623.2522115 | 540 | < 0.1% |
| 543.2532612 | 13 | < 0.1% |
| 512.7832113 | 550 | < 0.1% |
| 510.8874515 | 2597 | |
| 483.3276455 | 1060 | |
| 482.145942 | 10 | < 0.1% |
| age | amt | amt_day_interaction | amt_mean | amt_merchant_interaction | amt_ratio | amt_std | city | day | day_of_month | day_of_week | first | gender | high_value | is_fraud | is_weekend | job | last | merch_lat | merch_long | merchant_encoded | state | street | time_diff | unix_time | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | -0.024 | -0.022 | 0.009 | -0.025 | -0.006 | -0.058 | -0.012 | 0.001 | 0.001 | -0.013 | -0.003 | 0.132 | 0.043 | 0.020 | 0.046 | -0.026 | 0.017 | 0.036 | -0.020 | -0.007 | -0.057 | 0.049 | 0.125 | -0.004 |
| amt | -0.024 | 1.000 | 0.579 | 0.227 | 0.811 | 0.979 | -0.086 | -0.002 | 0.000 | 0.000 | -0.001 | -0.002 | 0.000 | 0.074 | 0.000 | 0.001 | -0.010 | -0.008 | 0.012 | 0.000 | -0.012 | 0.010 | 0.008 | 0.030 | 0.001 |
| amt_day_interaction | -0.022 | 0.579 | 1.000 | 0.131 | 0.479 | 0.570 | -0.051 | -0.003 | 0.018 | 0.018 | 0.684 | -0.002 | 0.001 | 0.046 | 0.000 | 0.008 | -0.005 | -0.004 | 0.008 | 0.001 | -0.006 | 0.007 | 0.005 | 0.062 | -0.018 |
| amt_mean | 0.009 | 0.227 | 0.131 | 1.000 | 0.188 | 0.057 | 0.054 | 0.004 | -0.000 | -0.000 | -0.003 | -0.039 | 0.010 | 0.085 | 0.313 | 0.005 | -0.010 | -0.052 | -0.025 | 0.007 | 0.004 | -0.000 | 0.003 | 0.064 | 0.002 |
| amt_merchant_interaction | -0.025 | 0.811 | 0.479 | 0.188 | 1.000 | 0.798 | -0.069 | -0.001 | 0.000 | 0.000 | -0.000 | -0.003 | 0.000 | 0.053 | 0.000 | 0.000 | -0.008 | -0.007 | 0.009 | -0.001 | 0.500 | 0.008 | 0.006 | 0.026 | -0.000 |
| amt_ratio | -0.006 | 0.979 | 0.570 | 0.057 | 0.798 | 1.000 | -0.076 | -0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.086 | 0.000 | 0.001 | -0.007 | -0.000 | 0.011 | -0.001 | -0.013 | 0.004 | 0.005 | 0.025 | 0.000 |
| amt_std | -0.058 | -0.086 | -0.051 | 0.054 | -0.069 | -0.076 | 1.000 | -0.027 | 0.001 | 0.001 | -0.002 | -0.051 | 0.112 | 0.008 | 0.044 | 0.003 | 0.072 | -0.037 | -0.069 | 0.037 | 0.002 | 0.019 | -0.025 | -0.040 | -0.003 |
| city | -0.012 | -0.002 | -0.003 | 0.004 | -0.001 | -0.000 | -0.027 | 1.000 | -0.000 | -0.000 | -0.001 | -0.012 | 0.057 | 0.022 | 0.005 | 0.007 | 0.021 | 0.019 | -0.041 | -0.067 | -0.000 | -0.043 | -0.023 | -0.010 | -0.000 |
| day | 0.001 | 0.000 | 0.018 | -0.000 | 0.000 | 0.000 | 0.001 | -0.000 | 1.000 | 1.000 | 0.017 | 0.000 | 0.000 | 0.002 | 0.009 | 0.070 | -0.001 | -0.000 | -0.000 | 0.000 | -0.001 | -0.001 | -0.001 | -0.002 | 0.019 |
| day_of_month | 0.001 | 0.000 | 0.018 | -0.000 | 0.000 | 0.000 | 0.001 | -0.000 | 1.000 | 1.000 | 0.017 | 0.000 | 0.000 | 0.002 | 0.009 | 0.069 | -0.001 | -0.000 | -0.000 | 0.000 | -0.001 | -0.001 | -0.001 | -0.002 | 0.019 |
| day_of_week | -0.013 | -0.001 | 0.684 | -0.003 | -0.000 | 0.000 | -0.002 | -0.001 | 0.017 | 0.017 | 1.000 | -0.000 | 0.006 | 0.002 | 0.012 | 1.000 | 0.001 | 0.004 | 0.000 | 0.001 | 0.001 | 0.001 | -0.003 | -0.011 | -0.029 |
| first | -0.003 | -0.002 | -0.002 | -0.039 | -0.003 | 0.003 | -0.051 | -0.012 | 0.000 | 0.000 | -0.000 | 1.000 | 0.200 | 0.024 | 0.006 | 0.005 | -0.040 | -0.058 | 0.108 | -0.030 | -0.002 | 0.041 | -0.045 | -0.013 | 0.001 |
| gender | 0.132 | 0.000 | 0.001 | 0.010 | 0.000 | 0.000 | 0.112 | 0.057 | 0.000 | 0.000 | 0.006 | 0.200 | 1.000 | 0.047 | 0.008 | 0.004 | 0.143 | 0.089 | 0.103 | 0.082 | 0.006 | 0.082 | 0.134 | 0.031 | 0.000 |
| high_value | 0.043 | 0.074 | 0.046 | 0.085 | 0.053 | 0.086 | 0.008 | 0.022 | 0.002 | 0.002 | 0.002 | 0.024 | 0.047 | 1.000 | 0.249 | 0.001 | 0.014 | 0.015 | 0.022 | 0.013 | 0.023 | 0.024 | 0.015 | 0.007 | 0.003 |
| is_fraud | 0.020 | 0.000 | 0.000 | 0.313 | 0.000 | 0.000 | 0.044 | 0.005 | 0.009 | 0.009 | 0.012 | 0.006 | 0.008 | 0.249 | 1.000 | 0.004 | 0.005 | 0.004 | 0.008 | 0.005 | 0.010 | 0.004 | 0.005 | 0.010 | 0.018 |
| is_weekend | 0.046 | 0.001 | 0.008 | 0.005 | 0.000 | 0.001 | 0.003 | 0.007 | 0.070 | 0.069 | 1.000 | 0.005 | 0.004 | 0.001 | 0.004 | 1.000 | 0.007 | 0.010 | 0.004 | 0.005 | 0.001 | 0.003 | 0.008 | 0.025 | 0.083 |
| job | -0.026 | -0.010 | -0.005 | -0.010 | -0.008 | -0.007 | 0.072 | 0.021 | -0.001 | -0.001 | 0.001 | -0.040 | 0.143 | 0.014 | 0.005 | 0.007 | 1.000 | -0.024 | -0.013 | -0.006 | 0.001 | 0.042 | -0.021 | -0.017 | -0.000 |
| last | 0.017 | -0.008 | -0.004 | -0.052 | -0.007 | -0.000 | -0.037 | 0.019 | -0.000 | -0.000 | 0.004 | -0.058 | 0.089 | 0.015 | 0.004 | 0.010 | -0.024 | 1.000 | -0.019 | -0.039 | -0.000 | -0.051 | 0.004 | -0.007 | 0.000 |
| merch_lat | 0.036 | 0.012 | 0.008 | -0.025 | 0.009 | 0.011 | -0.069 | -0.041 | -0.000 | -0.000 | 0.000 | 0.108 | 0.103 | 0.022 | 0.008 | 0.004 | -0.013 | -0.019 | 1.000 | 0.104 | -0.002 | 0.194 | -0.005 | 0.012 | 0.001 |
| merch_long | -0.020 | 0.000 | 0.001 | 0.007 | -0.001 | -0.001 | 0.037 | -0.067 | 0.000 | 0.000 | 0.001 | -0.030 | 0.082 | 0.013 | 0.005 | 0.005 | -0.006 | -0.039 | 0.104 | 1.000 | -0.001 | 0.090 | 0.074 | 0.006 | -0.001 |
| merchant_encoded | -0.007 | -0.012 | -0.006 | 0.004 | 0.500 | -0.013 | 0.002 | -0.000 | -0.001 | -0.001 | 0.001 | -0.002 | 0.006 | 0.023 | 0.010 | 0.001 | 0.001 | -0.000 | -0.002 | -0.001 | 1.000 | -0.000 | 0.001 | -0.000 | -0.001 |
| state | -0.057 | 0.010 | 0.007 | -0.000 | 0.008 | 0.004 | 0.019 | -0.043 | -0.001 | -0.001 | 0.001 | 0.041 | 0.082 | 0.024 | 0.004 | 0.003 | 0.042 | -0.051 | 0.194 | 0.090 | -0.000 | 1.000 | 0.009 | -0.012 | 0.001 |
| street | 0.049 | 0.008 | 0.005 | 0.003 | 0.006 | 0.005 | -0.025 | -0.023 | -0.001 | -0.001 | -0.003 | -0.045 | 0.134 | 0.015 | 0.005 | 0.008 | -0.021 | 0.004 | -0.005 | 0.074 | 0.001 | 0.009 | 1.000 | 0.003 | -0.001 |
| time_diff | 0.125 | 0.030 | 0.062 | 0.064 | 0.026 | 0.025 | -0.040 | -0.010 | -0.002 | -0.002 | -0.011 | -0.013 | 0.031 | 0.007 | 0.010 | 0.025 | -0.017 | -0.007 | 0.012 | 0.006 | -0.000 | -0.012 | 0.003 | 1.000 | -0.035 |
| unix_time | -0.004 | 0.001 | -0.018 | 0.002 | -0.000 | 0.000 | -0.003 | -0.000 | 0.019 | 0.019 | -0.029 | 0.001 | 0.000 | 0.003 | 0.018 | 0.083 | -0.000 | 0.000 | 0.001 | -0.001 | -0.001 | 0.001 | -0.001 | -0.035 | 1.000 |
| amt | first | last | gender | street | city | state | job | unix_time | merch_lat | merch_long | is_fraud | day | day_of_week | age | merchant_encoded | time_diff | day_of_month | is_weekend | amt_ratio | high_value | amt_merchant_interaction | amt_day_interaction | amt_mean | amt_std | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 4.97 | 162 | 18 | 0 | 568 | 526 | 27 | 370 | 1325376018 | 36.011293 | -82.048315 | 0 | 1 | 1 | 32 | 514 | 0.0 | 1 | 0 | 0.056869 | 0 | 2554.58 | 4.97 | 87.393215 | 126.596221 |
| 1 | 107.23 | 309 | 157 | 0 | 435 | 612 | 47 | 428 | 1325376044 | 49.159047 | -118.186462 | 0 | 1 | 1 | 42 | 241 | 0.0 | 1 | 0 | 1.987606 | 0 | 25842.43 | 107.23 | 53.949320 | 118.337621 |
| 2 | 220.11 | 115 | 381 | 1 | 602 | 468 | 13 | 307 | 1325376051 | 43.150704 | -112.154481 | 0 | 1 | 1 | 58 | 390 | 0.0 | 1 | 0 | 3.341580 | 1 | 85842.90 | 220.11 | 65.870040 | 101.585754 |
| 3 | 45.00 | 163 | 463 | 1 | 930 | 84 | 26 | 328 | 1325376076 | 47.034331 | -112.561071 | 0 | 1 | 1 | 53 | 360 | 0.0 | 1 | 0 | 0.618330 | 0 | 16200.00 | 45.00 | 72.776673 | 148.593473 |
| 4 | 41.96 | 336 | 149 | 1 | 418 | 216 | 45 | 116 | 1325376186 | 38.674999 | -78.632459 | 0 | 1 | 1 | 34 | 297 | 0.0 | 1 | 0 | 0.440858 | 0 | 12462.12 | 41.96 | 95.178091 | 89.133972 |
| 5 | 94.63 | 162 | 82 | 0 | 471 | 223 | 38 | 479 | 1325376248 | 40.653382 | -76.152667 | 0 | 1 | 1 | 59 | 607 | 0.0 | 1 | 0 | 1.446905 | 0 | 57440.41 | 94.63 | 65.401685 | 110.658809 |
| 6 | 44.54 | 199 | 360 | 0 | 882 | 351 | 16 | 29 | 1325376282 | 37.162705 | -100.153370 | 0 | 1 | 1 | 27 | 534 | 0.0 | 1 | 0 | 0.493300 | 0 | 23784.36 | 44.54 | 90.289835 | 129.427131 |
| 7 | 71.65 | 311 | 467 | 1 | 224 | 236 | 45 | 127 | 1325376308 | 38.948089 | -78.540296 | 0 | 1 | 1 | 73 | 107 | 0.0 | 1 | 0 | 1.043926 | 0 | 7666.55 | 71.65 | 68.635163 | 113.994926 |
| 8 | 4.27 | 144 | 70 | 0 | 685 | 474 | 38 | 375 | 1325376318 | 40.351813 | -79.958146 | 0 | 1 | 1 | 79 | 250 | 0.0 | 1 | 0 | 0.062252 | 0 | 1067.50 | 4.27 | 68.591883 | 117.228359 |
| 9 | 198.39 | 239 | 3 | 0 | 213 | 149 | 42 | 329 | 1325376361 | 37.179198 | -87.485381 | 0 | 1 | 1 | 46 | 563 | 0.0 | 1 | 0 | 2.107354 | 1 | 111693.57 | 198.39 | 94.141775 | 133.033890 |
| amt | first | last | gender | street | city | state | job | unix_time | merch_lat | merch_long | is_fraud | day | day_of_week | age | merchant_encoded | time_diff | day_of_month | is_weekend | amt_ratio | high_value | amt_merchant_interaction | amt_day_interaction | amt_mean | amt_std | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1296665 | 72.17 | 152 | 207 | 1 | 737 | 651 | 22 | 147 | 1371816522 | 44.938461 | -83.996234 | 0 | 21 | 6 | 26 | 211 | 10659.0 | 21 | 1 | 0.762142 | 0 | 15227.87 | 433.02 | 94.693681 | 89.230833 |
| 1296666 | 7.30 | 11 | 245 | 0 | 635 | 638 | 14 | 374 | 1371816562 | 40.556811 | -88.092339 | 0 | 21 | 6 | 16 | 274 | 6401.0 | 21 | 1 | 0.101691 | 0 | 2000.20 | 43.80 | 71.786086 | 72.979539 |
| 1296667 | 19.71 | 74 | 124 | 1 | 960 | 317 | 9 | 186 | 1371816656 | 27.465871 | -81.511804 | 0 | 21 | 6 | 29 | 221 | 13811.0 | 21 | 1 | 0.289941 | 0 | 4355.91 | 118.26 | 67.979325 | 210.676579 |
| 1296668 | 100.85 | 225 | 94 | 0 | 744 | 268 | 25 | 196 | 1371816683 | 31.377697 | -90.528450 | 0 | 21 | 6 | 36 | 424 | 5451.0 | 21 | 1 | 1.130780 | 0 | 42760.40 | 605.10 | 89.186195 | 124.338770 |
| 1296669 | 37.38 | 228 | 345 | 0 | 483 | 584 | 29 | 311 | 1371816696 | 41.728638 | -99.039660 | 0 | 21 | 6 | 40 | 598 | 72413.0 | 21 | 1 | 0.614222 | 0 | 22353.24 | 224.28 | 60.857433 | 151.348005 |
| 1296670 | 15.56 | 121 | 332 | 1 | 154 | 330 | 44 | 215 | 1371816728 | 36.841266 | -111.690765 | 0 | 21 | 6 | 59 | 499 | 16781.0 | 21 | 1 | 0.246272 | 0 | 7764.44 | 93.36 | 63.182274 | 98.227403 |
| 1296671 | 51.70 | 160 | 463 | 1 | 856 | 813 | 20 | 360 | 1371816739 | 38.906881 | -78.246528 | 0 | 21 | 6 | 41 | 2 | 7962.0 | 21 | 1 | 0.511119 | 0 | 103.40 | 310.20 | 101.150621 | 115.992546 |
| 1296672 | 105.93 | 74 | 67 | 1 | 158 | 346 | 32 | 308 | 1371816752 | 33.619513 | -105.130529 | 0 | 21 | 6 | 53 | 599 | 29074.0 | 21 | 1 | 1.623797 | 0 | 63452.07 | 635.58 | 65.235995 | 131.805092 |
| 1296673 | 74.90 | 179 | 304 | 1 | 433 | 471 | 41 | 485 | 1371816816 | 42.788940 | -103.241160 | 0 | 21 | 6 | 40 | 509 | 91018.0 | 21 | 1 | 0.782215 | 0 | 38124.10 | 449.40 | 95.753691 | 91.370450 |
| 1296674 | 4.30 | 160 | 404 | 1 | 127 | 782 | 26 | 467 | 1371816817 | 46.565983 | -114.186110 | 0 | 21 | 6 | 25 | 370 | 44250.0 | 21 | 1 | 0.062383 | 0 | 1591.00 | 25.80 | 68.929193 | 75.785422 |